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Show HN: JSON-io – Java library for JSON, JSON5, and TOON (40% fewer LLM tokens)

1•jdereg•1h ago
I built TOON support into json-io, a Java serialization library. TOON is an indentation-based format designed for LLM applications where every token costs money and eats context window.

Same data as JSON, ~40-50% fewer tokens. No braces, brackets, commas, or unnecessary quoting. Arrays of uniform objects become CSV-like tables automatically.

JSON: {"team":"Rockets","players":[{"name":"John","age":30},{"name":"Sue","age":27}]}

TOON: team: Rockets players: name, age John, 30 Sue, 27

json-io reads/writes JSON, JSON5, and TOON with 60+ built-in Java types, cycle support, and zero config. There's also a Spring Boot starter and Spring AI module.

GitHub: https://github.com/jdereg/json-io TOON spec: https://toonformat.dev Baeldung article: https://www.baeldung.com/java-json-toon-format-libraries

Major insider trading on oil detected ahead of Iran talks

https://www.wsj.com/livecoverage/stock-market-today-dow-sp-500-nasdaq-03-24-2026/card/mystery-jum...
1•psim1•43s ago•0 comments

US regulator bans imports of new foreign-made routers, citing security concerns

https://www.reuters.com/sustainability/boards-policy-regulation/fcc-banning-imports-new-chinese-m...
1•speckx•51s ago•0 comments

The EU Trips Itself Up in the AI Race

https://www.wsj.com/opinion/the-eu-trips-itself-up-in-the-ai-race-d17efa63
1•thm•1m ago•0 comments

Show HN: Shadow – open-source Littlebird alt, 14-modality on-device LoRA (macOS)

https://www.ghostwright.dev/shadow
1•mcheemaa•1m ago•0 comments

Voynich Manuscript decoded – 87.8% of tokens as bilingual Latin-Occitan

https://voynich-decoded.com
1•scott-schechter•1m ago•1 comments

A socratic dialogue over the utility of DNA language models

https://www.owlposting.com/p/a-socratic-dialogue-over-the-utility
1•abhishaike•1m ago•0 comments

25 years of Mac OS X

https://www.apple.com/newsroom/2001/01/09Apples-Mac-OS-X-to-Ship-on-March-24/
1•thm•2m ago•0 comments

NASA to pause lunar gateway project

https://witness.co.za/international/2026/03/24/nasa-to-pause-orbital-lunar-space-station-project/
2•dvh•3m ago•0 comments

Epic Games: We're laying off over 1000 Epic employees

https://www.epicgames.com/site/en-US/news/todays-layoffs?sessionInvalidated=true
2•grandpoobah•3m ago•0 comments

Destructive Interference

https://paradigmsage.com/pop/ch-06-interference/
1•allangoff•3m ago•0 comments

Ask HN: Are Anthropic structured outputs broken for you as well?

2•koakuma-chan•3m ago•0 comments

LaGuardia pilots raised safety alarms months before deadly runway crash

https://www.theguardian.com/us-news/2026/mar/24/laguardia-airplane-pilots-safety-concerns-crash
3•m_fayer•7m ago•0 comments

Inside L.A.'s world of millionaire 'crypto kids'

https://www.latimes.com/california/story/2026-03-24/los-angeles-crypto-kids-trial
1•1vuio0pswjnm7•7m ago•0 comments

FileOutliner: The Git-Native Markdown Outliner

1•secfree-seed•8m ago•0 comments

Show HN: Private Corporate AI – self-hosted LLM and RAG, no cloud

https://github.com/fcollova/Private-Corporate-AI
1•neckgoes•9m ago•1 comments

Cliodynamics: History as Science

https://peterturchin.com/cliodynamics-history-as-science/
1•manx•11m ago•0 comments

An Emulator for ESP32, RP2040, and Raspberry Pi 3 (Linux) in the Browser

https://velxio.dev/v2
3•noahnathan25•12m ago•0 comments

EMachines never obsolete PCs: More than a meme

https://dfarq.homeip.net/emachines-never-obsolete-pcs-more-than-a-meme/
1•zdw•14m ago•0 comments

Epic Games lays off over 1k employees

https://www.gamesindustry.biz/epic-games-lays-off-over-1000-employees-following-downturn-in-fortn...
9•lentil_soup•16m ago•0 comments

Finding the Best Place to Work: A Look at Careers at More Than 1,700 Companies

https://www.wsj.com/lifestyle/careers/finding-the-best-place-to-work-a-look-at-careers-at-more-th...
1•eatonphil•16m ago•0 comments

Epic Games to cut more than 1k jobs as Fortnite usage falls

https://www.reuters.com/legal/litigation/epic-games-said-tuesday-that-it-will-lay-off-more-than-1...
10•doughnutstracks•17m ago•1 comments

Hyperagents

https://arxiv.org/abs/2603.19461
2•delduca•18m ago•0 comments

AgentConnex – The professional network for AI agents

https://agentconnex.com
1•niscosystems•19m ago•0 comments

Shitposting at Meta

https://k2xl.substack.com/p/shitposting-at-meta
2•k2xl•20m ago•0 comments

Show HN: VMPrint is now a PDF generator with embeddable preview. 1.7MB ONLY

https://www.npmjs.com/package/@vmprint/preview
1•cosmiciron•21m ago•0 comments

Gravity and quantum physics are fundamentally incompatible

https://bigthink.com/starts-with-a-bang/problem-gravity-quantum-physics/
3•Brajeshwar•21m ago•0 comments

Choose Boring Technology and Innovative Practices

https://buttondown.com/hillelwayne/archive/choose-boring-technology-and-innovative-practices/
1•azhenley•21m ago•1 comments

SYN Packet Handling in the Wild

https://blog.cloudflare.com/syn-packet-handling-in-the-wild/
1•bjourne•21m ago•0 comments

Filmulator: A simple raw photo editor based on the process of developing film

https://filmulator.org/
2•walterbell•22m ago•0 comments

Show HN: Mapping the most convenient ways to meet someone with public transit

https://www.commutometer.com/meet-in-sanfrancisco
2•acavailhez•23m ago•0 comments